Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	907
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	99.3 KiB
Average record size in memory	112.1 B

Variable types

DateTime	1
Numeric	13

Alerts

`overall_rate` is highly overall correlated with `age_16_17_rate` and 11 other fields	High correlation
`age_16_17_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_16_19_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_18_19_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_16_24_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_20_24_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_25_34_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_25_54_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_35_44_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_45_54_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_20plus_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_25plus_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`age_55plus_rate` is highly overall correlated with `overall_rate` and 11 other fields	High correlation
`date` has unique values	Unique

Reproduction

Analysis started	2023-08-22 18:17:49.027043
Analysis finished	2023-08-22 18:18:05.313948
Duration	16.29 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

date
Date

UNIQUE

Distinct	907
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	7.2 KiB

Minimum	1948-01-01 00:00:00
Maximum	2023-07-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

overall_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	83
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7158765

Minimum	2.5
Maximum	14.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	2.5
5-th percentile	3.5
Q1	4.4
median	5.5
Q3	6.75
95-th percentile	9
Maximum	14.7
Range	12.2
Interquartile range (IQR)	2.35

Descriptive statistics

Standard deviation	1.7076414
Coefficient of variation (CV)	0.29875407
Kurtosis	1.038643
Mean	5.7158765
Median Absolute Deviation (MAD)	1.1
Skewness	0.83950259
Sum	5184.3
Variance	2.916039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.4	34	3.7%
5.7	33	3.6%
5.6	32	3.5%
5.9	29	3.2%
3.8	28	3.1%
5.5	25	2.8%
5	25	2.8%
5.2	24	2.6%
5.8	23	2.5%
6	21	2.3%
Other values (73)	633	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.5	2	0.2%
2.6	3	0.3%
2.7	3	0.3%
2.8	1	0.1%
2.9	4	0.4%
3	4	0.4%
3.1	7	0.8%
3.2	3	0.3%
3.3	1	0.1%
3.4	15	1.7%

Value	Count	Frequency (%)
14.7	1	0.1%
13.2	1	0.1%
11	1	0.1%
10.8	2	0.2%
10.4	3	0.3%
10.3	1	0.1%
10.2	2	0.2%
10.1	3	0.3%
10	1	0.1%
9.9	4	0.4%

age_16_17_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	202
Distinct (%)	22.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.871555

Minimum	6.5
Maximum	31.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	6.5
5-th percentile	10
Q1	15.2
median	17.8
Q3	20.4
95-th percentile	26.2
Maximum	31.7
Range	25.2
Interquartile range (IQR)	5.2

Descriptive statistics

Standard deviation	4.5389103
Coefficient of variation (CV)	0.253974
Kurtosis	0.37413959
Mean	17.871555
Median Absolute Deviation (MAD)	2.6
Skewness	0.25799739
Sum	16209.5
Variance	20.601707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.4	16	1.8%
18.9	15	1.7%
17.8	14	1.5%
17.5	14	1.5%
18.3	14	1.5%
18.8	14	1.5%
19.7	13	1.4%
20	13	1.4%
19.3	12	1.3%
21	12	1.3%
Other values (192)	770	84.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.5	1	0.1%
7.4	2	0.2%
7.5	1	0.1%
7.6	2	0.2%
8	1	0.1%
8.1	3	0.3%
8.2	1	0.1%
8.3	1	0.1%
8.4	1	0.1%
8.5	2	0.2%

Value	Count	Frequency (%)
31.7	1	0.1%
31.3	1	0.1%
31	1	0.1%
30.7	1	0.1%
30.6	1	0.1%
30.3	3	0.3%
30	1	0.1%
29.8	2	0.2%
29.7	1	0.1%
29.6	2	0.2%

age_16_19_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	183
Distinct (%)	20.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.006064

Minimum	6.4
Maximum	32.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	6.4
5-th percentile	9.7
Q1	13.5
median	16
Q3	18
95-th percentile	23.9
Maximum	32.7
Range	26.3
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.9538084
Coefficient of variation (CV)	0.24701941
Kurtosis	0.62045129
Mean	16.006064
Median Absolute Deviation (MAD)	2.2
Skewness	0.39283133
Sum	14517.5
Variance	15.632601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.1	18	2.0%
16.3	18	2.0%
17.1	17	1.9%
16.8	16	1.8%
15.9	16	1.8%
13.9	14	1.5%
16	14	1.5%
16.6	13	1.4%
14.6	13	1.4%
16.5	13	1.4%
Other values (173)	755	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.4	1	0.1%
6.7	3	0.3%
6.9	2	0.2%
7	1	0.1%
7.1	1	0.1%
7.3	2	0.2%
7.4	1	0.1%
7.6	3	0.3%
7.7	1	0.1%
7.9	1	0.1%

Value	Count	Frequency (%)
32.7	1	0.1%
30.4	1	0.1%
27.2	2	0.2%
26.9	1	0.1%
26.7	1	0.1%
26.5	1	0.1%
26.2	1	0.1%
26.1	1	0.1%
25.9	3	0.3%
25.8	1	0.1%

age_18_19_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	175
Distinct (%)	19.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.745645

Minimum	5.5
Maximum	34.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	5.5
5-th percentile	8.83
Q1	12.2
median	14.6
Q3	16.7
95-th percentile	22.3
Maximum	34.3
Range	28.8
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.8263364
Coefficient of variation (CV)	0.25948925
Kurtosis	1.127881
Mean	14.745645
Median Absolute Deviation (MAD)	2.2
Skewness	0.55301314
Sum	13374.3
Variance	14.64085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.3	24	2.6%
15.8	21	2.3%
15.4	17	1.9%
14.6	15	1.7%
14.9	15	1.7%
15.3	14	1.5%
14	14	1.5%
13.8	13	1.4%
15.5	13	1.4%
15.7	13	1.4%
Other values (165)	748	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.5	1	0.1%
5.6	1	0.1%
5.7	1	0.1%
6	1	0.1%
6.1	2	0.2%
6.2	1	0.1%
6.3	1	0.1%
6.4	1	0.1%
6.5	1	0.1%
6.6	3	0.3%

Value	Count	Frequency (%)
34.3	1	0.1%
29.9	1	0.1%
25.5	1	0.1%
25.4	1	0.1%
25.1	2	0.2%
24.8	1	0.1%
24.6	3	0.3%
24.5	3	0.3%
24.4	2	0.2%
24.3	1	0.1%

age_16_24_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	141
Distinct (%)	15.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.655678

Minimum	4.8
Maximum	27.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	4.8
5-th percentile	7.33
Q1	9.8
median	11.6
Q3	13.2
95-th percentile	17.3
Maximum	27.4
Range	22.6
Interquartile range (IQR)	3.4

Descriptive statistics

Standard deviation	2.9225126
Coefficient of variation (CV)	0.25073724
Kurtosis	1.2238008
Mean	11.655678
Median Absolute Deviation (MAD)	1.7
Skewness	0.55587936
Sum	10571.7
Variance	8.5410798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.8	27	3.0%
12	23	2.5%
11.1	21	2.3%
11.6	21	2.3%
12.1	20	2.2%
10.8	19	2.1%
11.7	19	2.1%
12.5	18	2.0%
13	18	2.0%
10.5	15	1.7%
Other values (131)	706	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.8	2	0.2%
4.9	1	0.1%
5.2	2	0.2%
5.3	2	0.2%
5.4	2	0.2%
5.5	2	0.2%
5.6	1	0.1%
5.7	2	0.2%
5.8	3	0.3%
5.9	5	0.6%

Value	Count	Frequency (%)
27.4	1	0.1%
25.1	1	0.1%
20.4	1	0.1%
19.5	1	0.1%
19.2	1	0.1%
19.1	1	0.1%
19	1	0.1%
18.9	1	0.1%
18.8	3	0.3%
18.7	2	0.2%

age_20_24_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	131
Distinct (%)	14.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.2868798

Minimum	3.5
Maximum	25.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	3.5
5-th percentile	5.4
Q1	7.5
median	9.1
Q3	10.7
95-th percentile	14.5
Maximum	25.5
Range	22
Interquartile range (IQR)	3.2

Descriptive statistics

Standard deviation	2.7048917
Coefficient of variation (CV)	0.29125947
Kurtosis	2.0512378
Mean	9.2868798
Median Absolute Deviation (MAD)	1.6
Skewness	0.80949405
Sum	8423.2
Variance	7.3164392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.2	26	2.9%
9.1	25	2.8%
9.7	22	2.4%
8.5	21	2.3%
8.6	20	2.2%
8.4	19	2.1%
7.4	18	2.0%
8.7	18	2.0%
10	18	2.0%
9	17	1.9%
Other values (121)	703	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.5	1	0.1%
3.6	1	0.1%
3.7	2	0.2%
3.8	2	0.2%
3.9	1	0.1%
4	1	0.1%
4.1	4	0.4%
4.2	4	0.4%
4.3	3	0.3%
4.4	4	0.4%

Value	Count	Frequency (%)
25.5	1	0.1%
23	1	0.1%
19.6	1	0.1%
18	1	0.1%
17.2	1	0.1%
16.4	1	0.1%
16.3	1	0.1%
16.2	1	0.1%
16.1	1	0.1%
16	2	0.2%

age_25_34_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	92
Distinct (%)	10.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4975744

Minimum	1.9
Maximum	14.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	1.9
5-th percentile	2.9
Q1	4.15
median	5.2
Q3	6.7
95-th percentile	9.5
Maximum	14.5
Range	12.6
Interquartile range (IQR)	2.55

Descriptive statistics

Standard deviation	1.8753292
Coefficient of variation (CV)	0.34111938
Kurtosis	1.0325756
Mean	5.4975744
Median Absolute Deviation (MAD)	1.2
Skewness	0.89077775
Sum	4986.3
Variance	3.5168595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.3	32	3.5%
5.2	32	3.5%
5.1	31	3.4%
5.8	25	2.8%
5	25	2.8%
5.4	23	2.5%
4.4	23	2.5%
4.3	22	2.4%
3.7	21	2.3%
4.1	21	2.3%
Other values (82)	652	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.9	1	0.1%
2.1	1	0.1%
2.2	4	0.4%
2.3	2	0.2%
2.4	2	0.2%
2.5	3	0.3%
2.6	9	1.0%
2.7	7	0.8%
2.8	9	1.0%
2.9	14	1.5%

Value	Count	Frequency (%)
14.5	1	0.1%
13.4	1	0.1%
11.7	1	0.1%
11.3	1	0.1%
11	1	0.1%
10.8	1	0.1%
10.7	2	0.2%
10.6	5	0.6%
10.4	3	0.3%
10.3	3	0.3%

age_25_54_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.577398

Minimum	1.9
Maximum	12.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	1.9
5-th percentile	2.5
Q1	3.4
median	4.3
Q3	5.5
95-th percentile	7.87
Maximum	12.8
Range	10.9
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.5504847
Coefficient of variation (CV)	0.33872622
Kurtosis	1.4456393
Mean	4.577398
Median Absolute Deviation (MAD)	1
Skewness	1.0176688
Sum	4151.7
Variance	2.4040029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	44	4.9%
4.2	41	4.5%
3.1	36	4.0%
4.1	34	3.7%
4.4	31	3.4%
3.4	29	3.2%
3.3	27	3.0%
3.6	25	2.8%
3.2	24	2.6%
4.7	23	2.5%
Other values (65)	593	65.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.9	1	0.1%
2	4	0.4%
2.1	2	0.2%
2.2	10	1.1%
2.3	15	1.7%
2.4	6	0.7%
2.5	9	1.0%
2.6	18	2.0%
2.7	14	1.5%
2.8	7	0.8%

Value	Count	Frequency (%)
12.8	1	0.1%
11.5	1	0.1%
9.7	1	0.1%
9.1	2	0.2%
9	1	0.1%
8.9	3	0.3%
8.8	5	0.6%
8.7	7	0.8%
8.5	7	0.8%
8.4	4	0.4%

age_35_44_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	74
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.214774

Minimum	1.7
Maximum	11.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	1.7
5-th percentile	2.4
Q1	3.2
median	4
Q3	5
95-th percentile	7.07
Maximum	11.5
Range	9.8
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	1.405116
Coefficient of variation (CV)	0.33337874
Kurtosis	1.634694
Mean	4.214774
Median Absolute Deviation (MAD)	0.9
Skewness	1.0564285
Sum	3822.8
Variance	1.974351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.8	50	5.5%
2.9	36	4.0%
3.7	36	4.0%
4.1	35	3.9%
4	30	3.3%
4.4	28	3.1%
3.3	27	3.0%
3.6	27	3.0%
3.9	25	2.8%
3.1	24	2.6%
Other values (64)	589	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.7	1	0.1%
1.8	1	0.1%
1.9	5	0.6%
2	4	0.4%
2.1	15	1.7%
2.2	9	1.0%
2.3	8	0.9%
2.4	13	1.4%
2.5	22	2.4%
2.6	17	1.9%

Value	Count	Frequency (%)
11.5	1	0.1%
10.1	1	0.1%
9	2	0.2%
8.8	1	0.1%
8.7	1	0.1%
8.6	3	0.3%
8.5	2	0.2%
8.3	1	0.1%
8.2	2	0.2%
8.1	3	0.3%

age_45_54_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	68
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8359427

Minimum	1.6
Maximum	12.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	1.6
5-th percentile	2.2
Q1	2.9
median	3.5
Q3	4.5
95-th percentile	6.47
Maximum	12.3
Range	10.7
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.3145426
Coefficient of variation (CV)	0.3426909
Kurtosis	3.1470066
Mean	3.8359427
Median Absolute Deviation (MAD)	0.7
Skewness	1.3413261
Sum	3479.2
Variance	1.7280224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.3	43	4.7%
3.4	43	4.7%
3.5	39	4.3%
3.2	39	4.3%
2.6	38	4.2%
3.1	35	3.9%
2.8	34	3.7%
4	32	3.5%
2.7	30	3.3%
4.1	30	3.3%
Other values (58)	544	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.6	1	0.1%
1.7	1	0.1%
1.8	5	0.6%
1.9	13	1.4%
2	5	0.6%
2.1	13	1.4%
2.2	12	1.3%
2.3	22	2.4%
2.4	20	2.2%
2.5	23	2.5%

Value	Count	Frequency (%)
12.3	1	0.1%
10.7	1	0.1%
8.4	1	0.1%
8.1	1	0.1%
8	1	0.1%
7.9	2	0.2%
7.8	4	0.4%
7.7	1	0.1%
7.6	5	0.6%
7.5	3	0.3%

age_20plus_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	78
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0254686

Minimum	2.2
Maximum	14.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	2.2
5-th percentile	2.8
Q1	3.8
median	4.8
Q3	6.05
95-th percentile	8.4
Maximum	14.2
Range	12
Interquartile range (IQR)	2.25

Descriptive statistics

Standard deviation	1.6141557
Coefficient of variation (CV)	0.32119506
Kurtosis	1.6319774
Mean	5.0254686
Median Absolute Deviation (MAD)	1
Skewness	0.98898506
Sum	4558.1
Variance	2.6054985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.9	41	4.5%
4.7	37	4.1%
4.8	36	4.0%
4.6	32	3.5%
4.5	28	3.1%
3.8	27	3.0%
3.4	24	2.6%
5	23	2.5%
4	22	2.4%
4.1	22	2.4%
Other values (68)	615	67.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.2	1	0.1%
2.3	6	0.7%
2.4	2	0.2%
2.5	1	0.1%
2.6	16	1.8%
2.7	13	1.4%
2.8	9	1.0%
2.9	9	1.0%
3	19	2.1%
3.1	7	0.8%

Value	Count	Frequency (%)
14.2	1	0.1%
12.6	1	0.1%
10.6	1	0.1%
9.9	1	0.1%
9.8	1	0.1%
9.6	1	0.1%
9.5	1	0.1%
9.4	1	0.1%
9.3	4	0.4%
9.2	5	0.6%

age_25plus_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	70
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4338479

Minimum	2
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	2
5-th percentile	2.5
Q1	3.4
median	4.1
Q3	5.3
95-th percentile	7.5
Maximum	13
Range	11
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	1.4606052
Coefficient of variation (CV)	0.32942158
Kurtosis	2.0203691
Mean	4.4338479
Median Absolute Deviation (MAD)	0.9
Skewness	1.0916113
Sum	4021.5
Variance	2.1333674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	48	5.3%
4.1	43	4.7%
3	31	3.4%
4.2	30	3.3%
3.2	29	3.2%
3.4	29	3.2%
3.7	27	3.0%
4.4	26	2.9%
4.5	26	2.9%
4.3	25	2.8%
Other values (60)	593	65.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	0.2%
2.1	8	0.9%
2.2	13	1.4%
2.3	8	0.9%
2.4	7	0.8%
2.5	12	1.3%
2.6	15	1.7%
2.7	14	1.5%
2.8	12	1.3%
2.9	24	2.6%

Value	Count	Frequency (%)
13	1	0.1%
11.5	1	0.1%
9.7	1	0.1%
9	1	0.1%
8.6	2	0.2%
8.5	1	0.1%
8.4	7	0.8%
8.3	3	0.3%
8.2	3	0.3%
8.1	7	0.8%

age_55plus_rate
Real number (ℝ)

HIGH CORRELATION

Distinct	60
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8102536

Minimum	1.7
Maximum	13.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.2 KiB

Quantile statistics

Minimum	1.7
5-th percentile	2.4
Q1	3
median	3.6
Q3	4.4
95-th percentile	6.2
Maximum	13.6
Range	11.9
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.1963219
Coefficient of variation (CV)	0.31397436
Kurtosis	7.7215523
Mean	3.8102536
Median Absolute Deviation (MAD)	0.7
Skewness	1.8261892
Sum	3455.9
Variance	1.4311861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.1	52	5.7%
3.2	46	5.1%
3.5	44	4.9%
3	41	4.5%
2.7	40	4.4%
3.9	40	4.4%
3.8	36	4.0%
2.8	34	3.7%
2.6	33	3.6%
3.3	32	3.5%
Other values (50)	509	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.7	1	0.1%
1.9	4	0.4%
2	9	1.0%
2.1	6	0.7%
2.2	6	0.7%
2.3	11	1.2%
2.4	13	1.4%
2.5	19	2.1%
2.6	33	3.6%
2.7	40	4.4%

Value	Count	Frequency (%)
13.6	1	0.1%
11.8	1	0.1%
9.6	1	0.1%
8.8	1	0.1%
7.6	1	0.1%
7.4	1	0.1%
7.2	3	0.3%
7.1	2	0.2%
7	5	0.6%
6.9	4	0.4%

Auto

Heatmap
Table

	overall_rate	age_16_17_rate	age_16_19_rate	age_18_19_rate	age_16_24_rate	age_20_24_rate	age_25_34_rate	age_25_54_rate	age_35_44_rate	age_45_54_rate	age_20plus_rate	age_25plus_rate	age_55plus_rate
overall_rate	1.000	0.828	0.887	0.889	0.964	0.969	0.969	0.967	0.942	0.908	0.988	0.962	0.813
age_16_17_rate	0.828	1.000	0.968	0.898	0.907	0.833	0.816	0.786	0.770	0.686	0.799	0.765	0.563
age_16_19_rate	0.887	0.968	1.000	0.976	0.958	0.892	0.875	0.851	0.838	0.763	0.864	0.834	0.646
age_18_19_rate	0.889	0.898	0.976	1.000	0.948	0.898	0.887	0.868	0.857	0.794	0.876	0.854	0.685
age_16_24_rate	0.964	0.907	0.958	0.948	1.000	0.970	0.931	0.916	0.899	0.839	0.941	0.905	0.736
age_20_24_rate	0.969	0.833	0.892	0.898	0.970	1.000	0.960	0.950	0.932	0.881	0.969	0.940	0.780
age_25_34_rate	0.969	0.816	0.875	0.887	0.931	0.960	1.000	0.989	0.963	0.921	0.986	0.979	0.807
age_25_54_rate	0.967	0.786	0.851	0.868	0.916	0.950	0.989	1.000	0.984	0.959	0.992	0.996	0.855
age_35_44_rate	0.942	0.770	0.838	0.857	0.899	0.932	0.963	0.984	1.000	0.950	0.972	0.985	0.867
age_45_54_rate	0.908	0.686	0.763	0.794	0.839	0.881	0.921	0.959	0.950	1.000	0.944	0.969	0.920
age_20plus_rate	0.988	0.799	0.864	0.876	0.941	0.969	0.986	0.992	0.972	0.944	1.000	0.989	0.853
age_25plus_rate	0.962	0.765	0.834	0.854	0.905	0.940	0.979	0.996	0.985	0.969	0.989	1.000	0.888
age_55plus_rate	0.813	0.563	0.646	0.685	0.736	0.780	0.807	0.855	0.867	0.920	0.853	0.888	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	date	overall_rate	age_16_17_rate	age_16_19_rate	age_18_19_rate	age_16_24_rate	age_20_24_rate	age_25_34_rate	age_25_54_rate	age_35_44_rate	age_45_54_rate	age_20plus_rate	age_25plus_rate	age_55plus_rate
0	1948-01-01	3.4	9.4	8.5	8.3	6.8	5.8	3.0	2.5	2.0	2.2	3.0	2.6	2.9
1	1948-02-01	3.8	13.1	10.0	8.2	7.7	6.3	3.3	2.9	2.5	2.8	3.3	2.9	3.1
2	1948-03-01	4.0	13.0	10.5	8.9	8.7	7.6	2.9	2.8	2.7	2.6	3.5	2.8	3.0
3	1948-04-01	3.9	11.2	9.5	8.6	7.8	6.8	3.4	3.0	2.9	2.6	3.5	3.0	3.0
4	1948-05-01	3.5	6.5	7.0	7.9	6.7	6.6	3.0	2.7	2.6	2.4	3.3	2.8	3.1
5	1948-06-01	3.6	11.9	9.3	7.1	7.3	6.0	3.0	2.7	2.6	2.4	3.2	2.7	2.8
6	1948-07-01	3.6	10.3	9.7	9.3	7.5	6.2	2.9	2.6	2.5	2.5	3.1	2.7	2.8
7	1948-08-01	3.9	9.0	9.6	9.7	7.1	5.7	3.6	3.1	2.8	2.7	3.4	3.1	3.3
8	1948-09-01	3.8	9.1	8.8	8.2	6.7	5.5	3.4	3.1	2.7	3.2	3.4	3.1	3.2
9	1948-10-01	3.7	8.1	8.5	8.6	6.4	5.2	3.4	2.9	2.5	2.6	3.4	2.9	3.2

	date	overall_rate	age_16_17_rate	age_16_19_rate	age_18_19_rate	age_16_24_rate	age_20_24_rate	age_25_34_rate	age_25_54_rate	age_35_44_rate	age_45_54_rate	age_20plus_rate	age_25plus_rate	age_55plus_rate
897	2022-10-01	3.7	9.8	11.0	11.9	8.1	6.9	4.0	3.2	2.9	2.8	3.4	3.0	2.4
898	2022-11-01	3.6	11.5	11.3	11.3	8.2	6.8	4.1	3.2	2.6	2.7	3.3	3.0	2.5
899	2022-12-01	3.5	8.4	10.4	12.2	8.2	7.3	3.8	2.9	2.4	2.3	3.2	2.8	2.7
900	2023-01-01	3.4	10.9	10.3	10.0	8.0	7.1	3.9	3.0	2.6	2.3	3.2	2.8	2.3
901	2023-02-01	3.6	9.0	11.1	12.1	8.1	6.9	3.9	3.1	2.6	2.6	3.3	2.9	2.5
902	2023-03-01	3.5	9.1	9.8	10.3	7.5	6.5	3.8	2.9	2.5	2.4	3.2	2.9	2.6
903	2023-04-01	3.4	9.4	9.2	9.4	6.5	5.4	3.8	3.1	2.9	2.4	3.2	2.9	2.3
904	2023-05-01	3.7	9.5	10.3	10.6	7.4	6.3	3.9	3.1	2.9	2.6	3.4	3.0	2.8
905	2023-06-01	3.6	11.2	11.0	10.5	7.5	6.1	3.9	3.1	2.9	2.4	3.3	3.0	2.6
906	2023-07-01	3.5	11.2	11.3	11.4	8.0	6.7	3.6	3.0	3.0	2.3	3.2	2.8	2.3

Overview

Variables

Interactions

Correlations

Missing values

Sample